How can I use a curve node to shape the edge of this node texture?
Bump maps can be tricky but the distance on yours is way too high.  Basically no matter how you ramp the color it's trying to give it the appearance of jutting way out.

I decreased to .008 and then I was able to get finer control out of the curve node.